{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4d7649cf",
   "metadata": {},
   "source": [
    "# Day 5：基础可视化（表达与比较）\n",
    "\n",
    "> 今日目标：掌握折线、柱状、条形、散点、直方图及 2×2 子图布局；能为图表添加标题、轴标签、图例、来源说明，写出 1~2 句解读。\n",
    "\n",
    "学习路径：\n",
    "1. 准备数据 & 为什么先学 matplotlib\n",
    "2. 折线图（趋势）\n",
    "3. 柱状 / 条形图（比较）\n",
    "4. 散点图（关系）\n",
    "5. 直方图（分布）\n",
    "6. 2×2 子图面板 (监测面板)\n",
    "7. 可视化基本美化 Checklist\n",
    "8. Mini Case：构建空气质量监测面板\n",
    "9. 小结\n",
    "10. 课后作业提示"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "534f4e2b",
   "metadata": {},
   "source": [
    "## 1. 准备数据 & 为什么先学 matplotlib\n",
    "数据：沿用 Day 4 的 `air_quality_timeseries.csv`。\n",
    "\n",
    "为什么先学 matplotlib：\n",
    "- 底层：很多高级库（seaborn）是它的封装。\n",
    "- 控制力强：标题、颜色、刻度、子图布局都可精调。\n",
    "\n",
    "常用导入约定：`import matplotlib.pyplot as plt`。\n",
    "Jupyter 中显示：只要执行生成图的代码单元即可（不必再写 %matplotlib inline，现代 Jupyter 默认开启）。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87f98c98",
   "metadata": {},
   "source": [
    "这里演示了如何使用 NumPy 生成等间距的数组，并用 Matplotlib 绘制正弦曲线。  \n",
    "- `np.linspace` 和 `np.arange` 都可生成数值序列，分别用于不同精度需求。  \n",
    "- `plt.plot` 绘制两组正弦曲线，并通过 `plt.legend()` 添加图例，便于区分不同生成方式。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1d3196b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "x1 = np.linspace(0, 10, 100)\n",
    "y1 = np.sin(x1)\n",
    "x2 = np.arange(0,10,0.1)\n",
    "y2 = np.sin(x2)\n",
    "\n",
    "plt.plot(x1, y1, label='linspace')\n",
    "plt.plot(x2, y2, label='arange')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6386413e",
   "metadata": {},
   "source": [
    "如何自定义正弦和余弦曲线的样式呢？\n",
    "- 使用不同颜色、线型、线宽和标记点绘制 sin 和 cos 曲线。  \n",
    "- 设置坐标轴标签、刻度（以 π 为单位），以及图表标题，提升可读性和美观性。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b5ffaf88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Sine and Cosine Waves')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x1 = np.linspace(0, 4*np.pi, 100)\n",
    "y1 = np.sin(x1)\n",
    "y2 = np.cos(x1)\n",
    "plt.plot(x1, y1, label='sin', color='blue', linestyle='--', linewidth=2, marker='o', markersize=4)\n",
    "plt.plot(x1, y2, label='cos', color='orange', linestyle='-', linewidth=2, marker='x', markersize=4)\n",
    "plt.legend()\n",
    "plt.xlabel('x (radians)')\n",
    "plt.ylabel('y (amplitude)')\n",
    "plt.xticks(ticks=np.arange(0, 4.5*np.pi, np.pi),\n",
    "           labels=['0', 'π', '2π', '3π', '4π'])\n",
    "plt.title('Sine and Cosine Waves')  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3da68c07",
   "metadata": {},
   "source": [
    "如何利用设置 Matplotlib 中文字体？\n",
    "再次绘制 sin 和 cos 曲线：  \n",
    "- 通过 `plt.rcParams['font.sans-serif']` 指定中文字体，解决中文显示问题。  \n",
    "- 设置负号正常显示。  \n",
    "- 图表标题使用中文，演示如何在图中显示中文内容，并添加网格线。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "09d1aca1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 选择一个已安装的中文字体（若找到则设置，否则提示）\n",
    "from matplotlib import font_manager as fm\n",
    "fonts_to_try = ['SimHei', 'Microsoft YaHei', 'SimSun', 'Noto Sans CJK SC', 'Arial Unicode MS']\n",
    "plt.rcParams['font.sans-serif'] = ['SimSun']  # 默认字体\n",
    "\n",
    "# 让负号正常显示\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 绘图\n",
    "plt.figure()\n",
    "plt.plot(x1, y1, label='sin', color='blue', linestyle='--', linewidth=2, marker='o', markersize=4)\n",
    "plt.plot(x1, y2, label='cos', color='orange', linestyle='-', linewidth=2, marker='x', markersize=4)\n",
    "plt.legend()\n",
    "plt.xlabel('x (radians)')\n",
    "plt.ylabel('y (amplitude)')\n",
    "plt.xticks(ticks=np.arange(0, 4.5*np.pi, np.pi),\n",
    "           labels=['0', 'π', '2π', '3π', '4π'])\n",
    "plt.title('正弦函数和余弦函数')  # 中文标题\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05e8012f",
   "metadata": {},
   "source": [
    "如何绘制分类数据的柱状图？\n",
    "- 构造水果类别和销量数据，使用不同颜色绘制柱状图。  \n",
    "- 设置 x 轴为中文类别，y 轴为数量，并在每个柱子顶部显示具体数值。  \n",
    "- 图表美化包括网格线和布局调整。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dafe2fb7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 示例：分类数据柱状图\n",
    "categories = ['苹果', '香蕉', '橙子', '梨', '葡萄']\n",
    "values = [23, 17, 35, 29, 12]\n",
    "x = np.arange(len(categories))\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "bars = plt.bar(x, values, color=['#4e79a7','#f28e2b','#e15759','#76b7b2','#59a14f'], edgecolor='k', alpha=0.9)\n",
    "plt.xticks(x, categories)\n",
    "plt.ylabel('数量')\n",
    "plt.title('水果销量示例柱状图')\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.6)\n",
    "\n",
    "# 在柱子上显示数值\n",
    "for bar in bars:\n",
    "    h = bar.get_height()\n",
    "    plt.text(bar.get_x() + bar.get_width()/2, h + 0.5, str(h), ha='center', va='bottom')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88f4cb6f",
   "metadata": {},
   "source": [
    "如何进行饼图的绘制方法和突出显示最大值？\n",
    "- 使用中文字体，设置饼图颜色和阴影。  \n",
    "- 通过 `explode` 参数突出最大值，`autopct` 显示百分比和数量。  \n",
    "- 美化标签字体，设置标题，并保证饼图为正圆。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d6ab8847",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 饼图示例：使用已有的 categories 和 values\n",
    "plt.rcParams['font.sans-serif'] = fonts_to_try  # 尝试使用已准备的中文字体列表\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6,6))\n",
    "# 将最大值稍微突出显示\n",
    "explode = [0.08 if v == max(values) else 0 for v in values]\n",
    "colors = plt.get_cmap('tab20')(np.linspace(0, 1, len(values)))\n",
    "\n",
    "def autopct_with_count(pct):\n",
    "    total = sum(values)\n",
    "    count = int(round(pct * total / 100.0))\n",
    "    return f\"{pct:.1f}%\\n({count})\"\n",
    "\n",
    "wedges, texts, autotexts = ax.pie(\n",
    "    values,\n",
    "    labels=categories,\n",
    "    autopct=autopct_with_count,\n",
    "    startangle=90,\n",
    "    explode=explode,\n",
    "    colors=colors,\n",
    "    shadow=True,\n",
    "    wedgeprops={'edgecolor': 'k'}\n",
    ")\n",
    "\n",
    "# 美化文本\n",
    "for t in texts:\n",
    "    t.set_fontsize(10)\n",
    "for at in autotexts:\n",
    "    at.set_fontsize(9)\n",
    "\n",
    "ax.set_title('水果销量占比', fontsize=14)\n",
    "ax.axis('equal')  # 使饼图为正圆\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2af341bb",
   "metadata": {},
   "source": [
    "\n",
    "## 如何将 Matplotlib 与 Pandas 结合？\n",
    "下面的代码演示了如何结合 Pandas 的数据处理能力与 Matplotlib 的可视化功能，快速绘制和美化数据图表。通过 Pandas 直接调用 plot 方法，可以方便地生成折线图、柱状图等，并利用 Matplotlib 进一步自定义样式和细节"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b996ce19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
       "columns": [
        {
         "name": "index",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "date",
         "rawType": "datetime64[ns]",
         "type": "datetime"
        },
        {
         "name": "city",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "province",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "PM25",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "PM10",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "NO2",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "SO2",
         "rawType": "int64",
         "type": "integer"
        }
       ],
       "ref": "7a94f0d9-bbd9-4839-ae77-952b0a4e0822",
       "rows": [
        [
         "0",
         "2025-09-01 00:00:00",
         "广州",
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         "42",
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         "7"
        ],
        [
         "1",
         "2025-09-02 00:00:00",
         "广州",
         "广东",
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        ],
        [
         "2",
         "2025-09-03 00:00:00",
         "广州",
         "广东",
         "39",
         "50",
         "17",
         "6"
        ],
        [
         "3",
         "2025-09-04 00:00:00",
         "广州",
         "广东",
         "45",
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        ],
        [
         "4",
         "2025-09-05 00:00:00",
         "广州",
         "广东",
         "44",
         "56",
         "19",
         "7"
        ]
       ],
       "shape": {
        "columns": 7,
        "rows": 5
       }
      },
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>city</th>\n",
       "      <th>province</th>\n",
       "      <th>PM25</th>\n",
       "      <th>PM10</th>\n",
       "      <th>NO2</th>\n",
       "      <th>SO2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2025-09-01</td>\n",
       "      <td>广州</td>\n",
       "      <td>广东</td>\n",
       "      <td>42</td>\n",
       "      <td>55</td>\n",
       "      <td>19</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2025-09-02</td>\n",
       "      <td>广州</td>\n",
       "      <td>广东</td>\n",
       "      <td>41</td>\n",
       "      <td>54</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2025-09-03</td>\n",
       "      <td>广州</td>\n",
       "      <td>广东</td>\n",
       "      <td>39</td>\n",
       "      <td>50</td>\n",
       "      <td>17</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2025-09-04</td>\n",
       "      <td>广州</td>\n",
       "      <td>广东</td>\n",
       "      <td>45</td>\n",
       "      <td>57</td>\n",
       "      <td>20</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2025-09-05</td>\n",
       "      <td>广州</td>\n",
       "      <td>广东</td>\n",
       "      <td>44</td>\n",
       "      <td>56</td>\n",
       "      <td>19</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date city province  PM25  PM10  NO2  SO2\n",
       "0 2025-09-01   广州       广东    42    55   19    7\n",
       "1 2025-09-02   广州       广东    41    54   18    7\n",
       "2 2025-09-03   广州       广东    39    50   17    6\n",
       "3 2025-09-04   广州       广东    45    57   20    7\n",
       "4 2025-09-05   广州       广东    44    56   19    7"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from matplotlib import font_manager as fm\n",
    "fonts_to_try = ['SimHei', 'Microsoft YaHei', 'SimSun', 'Noto Sans CJK SC', 'Arial Unicode MS']\n",
    "plt.rcParams['font.sans-serif'] = ['SimSun']  # 默认字体\n",
    "\n",
    "# 让负号正常显示\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "df = pd.read_csv('../data/air_quality_timeseries.csv', parse_dates=['date'])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39b91cc6",
   "metadata": {},
   "source": [
    "为了方便绘制城市趋势，先挑几个城市：广州 / 北京 / 上海。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8a241890",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
       "columns": [
        {
         "name": "index",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "date",
         "rawType": "datetime64[ns]",
         "type": "datetime"
        },
        {
         "name": "city",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "province",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "PM25",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "PM10",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "NO2",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "SO2",
         "rawType": "int64",
         "type": "integer"
        }
       ],
       "ref": "f18bb53a-2328-4193-a68c-fc1ca7bf22ad",
       "rows": [
        [
         "0",
         "2025-09-01 00:00:00",
         "广州",
         "广东",
         "42",
         "55",
         "19",
         "7"
        ],
        [
         "1",
         "2025-09-02 00:00:00",
         "广州",
         "广东",
         "41",
         "54",
         "18",
         "7"
        ],
        [
         "2",
         "2025-09-03 00:00:00",
         "广州",
         "广东",
         "39",
         "50",
         "17",
         "6"
        ],
        [
         "3",
         "2025-09-04 00:00:00",
         "广州",
         "广东",
         "45",
         "57",
         "20",
         "7"
        ],
        [
         "4",
         "2025-09-05 00:00:00",
         "广州",
         "广东",
         "44",
         "56",
         "19",
         "7"
        ]
       ],
       "shape": {
        "columns": 7,
        "rows": 5
       }
      },
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>city</th>\n",
       "      <th>province</th>\n",
       "      <th>PM25</th>\n",
       "      <th>PM10</th>\n",
       "      <th>NO2</th>\n",
       "      <th>SO2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2025-09-01</td>\n",
       "      <td>广州</td>\n",
       "      <td>广东</td>\n",
       "      <td>42</td>\n",
       "      <td>55</td>\n",
       "      <td>19</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2025-09-02</td>\n",
       "      <td>广州</td>\n",
       "      <td>广东</td>\n",
       "      <td>41</td>\n",
       "      <td>54</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2025-09-03</td>\n",
       "      <td>广州</td>\n",
       "      <td>广东</td>\n",
       "      <td>39</td>\n",
       "      <td>50</td>\n",
       "      <td>17</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2025-09-04</td>\n",
       "      <td>广州</td>\n",
       "      <td>广东</td>\n",
       "      <td>45</td>\n",
       "      <td>57</td>\n",
       "      <td>20</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2025-09-05</td>\n",
       "      <td>广州</td>\n",
       "      <td>广东</td>\n",
       "      <td>44</td>\n",
       "      <td>56</td>\n",
       "      <td>19</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date city province  PM25  PM10  NO2  SO2\n",
       "0 2025-09-01   广州       广东    42    55   19    7\n",
       "1 2025-09-02   广州       广东    41    54   18    7\n",
       "2 2025-09-03   广州       广东    39    50   17    6\n",
       "3 2025-09-04   广州       广东    45    57   20    7\n",
       "4 2025-09-05   广州       广东    44    56   19    7"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cities = ['广州','北京','上海']\n",
    "df_sub = df[df['city'].isin(cities)]\n",
    "df_sub.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "faaa5249",
   "metadata": {},
   "source": [
    "## 2. 折线图（展示时间趋势）\n",
    "适合：时间序列变化。\n",
    "步骤：过滤 → 按日期排序 → plot。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "22769333",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 单城市折线\n",
    "gz = df[df['city']=='广州'].sort_values('date')\n",
    "plt.figure(figsize=(6,4))\n",
    "plt.plot(gz['date'], gz['PM25'], marker='o')\n",
    "plt.title('广州 5 天 PM2.5 趋势')\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel(r'PM2.5 ($\\mu$g/m$^3$)')\n",
    "plt.grid(alpha=0.1)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8a7df161",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 多城市同图比较：循环绘制\n",
    "plt.figure(figsize=(7,4))\n",
    "for c in cities:\n",
    "    tmp = df[df['city']==c].sort_values('date')\n",
    "    plt.plot(tmp['date'], tmp['PM25'], marker='o', label=c)\n",
    "plt.title('多城市 PM2.5 趋势对比')\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('PM2.5 (μg/m³)')\n",
    "plt.legend()\n",
    "plt.grid(alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b9031c4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
       "columns": [
        {
         "name": "date",
         "rawType": "datetime64[ns]",
         "type": "datetime"
        },
        {
         "name": "city",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "province",
         "rawType": "object",
         "type": "string"
        },
        {
         "name": "PM25",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "PM10",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "NO2",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "SO2",
         "rawType": "int64",
         "type": "integer"
        }
       ],
       "ref": "9bc6d84b-96bd-4733-b5e1-08f515760df6",
       "rows": [
        [
         "2025-09-01 00:00:00",
         "广州",
         "广东",
         "42",
         "55",
         "19",
         "7"
        ],
        [
         "2025-09-02 00:00:00",
         "广州",
         "广东",
         "41",
         "54",
         "18",
         "7"
        ],
        [
         "2025-09-03 00:00:00",
         "广州",
         "广东",
         "39",
         "50",
         "17",
         "6"
        ],
        [
         "2025-09-04 00:00:00",
         "广州",
         "广东",
         "45",
         "57",
         "20",
         "7"
        ],
        [
         "2025-09-05 00:00:00",
         "广州",
         "广东",
         "44",
         "56",
         "19",
         "7"
        ]
       ],
       "shape": {
        "columns": 6,
        "rows": 5
       }
      },
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>city</th>\n",
       "      <th>province</th>\n",
       "      <th>PM25</th>\n",
       "      <th>PM10</th>\n",
       "      <th>NO2</th>\n",
       "      <th>SO2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2025-09-01</th>\n",
       "      <td>广州</td>\n",
       "      <td>广东</td>\n",
       "      <td>42</td>\n",
       "      <td>55</td>\n",
       "      <td>19</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-09-02</th>\n",
       "      <td>广州</td>\n",
       "      <td>广东</td>\n",
       "      <td>41</td>\n",
       "      <td>54</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-09-03</th>\n",
       "      <td>广州</td>\n",
       "      <td>广东</td>\n",
       "      <td>39</td>\n",
       "      <td>50</td>\n",
       "      <td>17</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-09-04</th>\n",
       "      <td>广州</td>\n",
       "      <td>广东</td>\n",
       "      <td>45</td>\n",
       "      <td>57</td>\n",
       "      <td>20</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-09-05</th>\n",
       "      <td>广州</td>\n",
       "      <td>广东</td>\n",
       "      <td>44</td>\n",
       "      <td>56</td>\n",
       "      <td>19</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           city province  PM25  PM10  NO2  SO2\n",
       "date                                          \n",
       "2025-09-01   广州       广东    42    55   19    7\n",
       "2025-09-02   广州       广东    41    54   18    7\n",
       "2025-09-03   广州       广东    39    50   17    6\n",
       "2025-09-04   广州       广东    45    57   20    7\n",
       "2025-09-05   广州       广东    44    56   19    7"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('../data/air_quality_timeseries.csv', parse_dates=['date'])\n",
    "df.set_index('date', inplace=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "d1472f34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cities = ['广州','北京','上海']\n",
    "markers = ['o','s','^']\n",
    "colors = ['FF8800','8800FF','00FF55']\n",
    "\n",
    "for i, c in enumerate(cities):\n",
    "    df[df['city']==c]['PM25'].plot(label=c, marker=markers[i], color='#'+colors[i], figsize=(7,4))\n",
    "plt.title('多城市 PM2.5 趋势对比')\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel(r'PM2.5 ($\\mu$g/m$^3$)')\n",
    "plt.legend()\n",
    "plt.grid(alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb7d4474",
   "metadata": {},
   "source": [
    "### 小练习 1\n",
    "1. 把上面多城市图中的 marker 改成 's' (方形)。\n",
    "2. 去掉网格线，观察视觉差异。\n",
    "3. 尝试只显示北京和上海。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb2ddf49",
   "metadata": {},
   "source": [
    "## 3. 柱状图（比较）\n",
    "适合：类别之间比较。\n",
    "展示：不同城市的 PM25 平均值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "419ffb34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "city_mean = df.groupby('city')['PM25'].mean().sort_values(ascending=False)\n",
    "plt.figure(figsize=(6,4))\n",
    "plt.bar(city_mean.index, city_mean.values, color='#4C72B0')\n",
    "plt.title('各城市 5 天 PM2.5 平均值')\n",
    "plt.ylabel('PM2.5 平均 (μg/m³)')\n",
    "plt.xticks(rotation=30)\n",
    "# 在柱顶加数值标签\n",
    "for x, y in enumerate(city_mean.values):\n",
    "    plt.text(x, y+0.5, f'{y:.1f}', ha='center', va='bottom', fontsize=9)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "792fe50a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0., 10., 20., 30., 40., 50., 60., 70.]),\n",
       " [Text(0.0, 0, '0'),\n",
       "  Text(10.0, 0, '10'),\n",
       "  Text(20.0, 0, '20'),\n",
       "  Text(30.0, 0, '30'),\n",
       "  Text(40.0, 0, '40'),\n",
       "  Text(50.0, 0, '50'),\n",
       "  Text(60.0, 0, '60'),\n",
       "  Text(70.0, 0, '70')])"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('city')['PM25'].mean().sort_values(ascending=False).plot(kind='barh')\n",
    "plt.title('各城市 5 天 PM2.5 平均值 (水平条形)')\n",
    "plt.ylabel('PM2.5 平均 (μg/m³)')\n",
    "plt.xticks(rotation=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f978985",
   "metadata": {},
   "source": [
    "也可以画水平条形图 (当城市名称很多更易读)。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9eb6f2ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,4))\n",
    "plt.barh(city_mean.index, city_mean.values, color='#55A868')\n",
    "plt.title('各城市 5 天 PM2.5 平均值 (水平条形)')\n",
    "plt.xlabel('PM2.5 平均 (μg/m³)')\n",
    "for y, v in enumerate(city_mean.values):\n",
    "    plt.text(v+0.3, y, f'{v:.1f}', va='center')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c42c67f1",
   "metadata": {},
   "source": [
    "### 小练习 2\n",
    "1. 将颜色改成自定义列表，例如 ['#d62728','#1f77b4',...]。\n",
    "2. 只画出 PM25 平均值最高的前 5 个城市。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "243625e6",
   "metadata": {},
   "source": [
    "## 4. 散点图（关系）\n",
    "适合：两个数值变量关系 (相关趋势/聚集/异常)。\n",
    "示例：PM25 vs PM10。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "94a321bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,4))\n",
    "plt.scatter(df['PM25'], df['PM10'], alpha=0.7, edgecolor='k')\n",
    "plt.title('PM25 vs PM10')\n",
    "plt.xlabel('PM25 (μg/m³)')\n",
    "plt.ylabel('PM10 (μg/m³)')\n",
    "plt.grid(alpha=0.25)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d75f944",
   "metadata": {},
   "source": [
    "按城市上色：为每个点添加颜色标签。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "60b2e2a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import itertools\n",
    "colors = itertools.cycle(['#4C72B0','#DD8452','#55A868','#C44E52','#8172B2','#937860'])\n",
    "plt.figure(figsize=(6,4))\n",
    "for c in df['city'].unique():\n",
    "    tmp = df[df['city']==c]\n",
    "    plt.scatter(tmp['PM25'], tmp['PM10'], label=c, s=50, alpha=0.75, edgecolor='k', c=next(colors))\n",
    "plt.title('PM25 vs PM10 (按城市)')\n",
    "plt.xlabel('PM25')\n",
    "plt.ylabel('PM10')\n",
    "plt.legend(ncol=2, fontsize=8)\n",
    "plt.grid(alpha=0.25)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd9bcd57",
   "metadata": {},
   "source": [
    "### 小练习 3\n",
    "1. 改变点大小 s=80 观察效果。\n",
    "2. 设置 alpha=0.4 查看重叠情况。\n",
    "3. 思考：什么情况下适合散点图换成气泡图 (第三个变量控制大小)。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36b409ff",
   "metadata": {},
   "source": [
    "## 5. 直方图（分布）\n",
    "展示数据在不同区间的频次。示例：所有城市 PM25 分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ba0e2b8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,4))\n",
    "plt.hist(df['PM25'], bins=8, color='#1f77b4', edgecolor='white')\n",
    "plt.title('PM25 分布 (所有城市5天)')\n",
    "plt.xlabel('PM25 (μg/m³)')\n",
    "plt.ylabel('频次')\n",
    "plt.grid(alpha=0.2)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7953ccba",
   "metadata": {},
   "source": [
    "对比分布：可以按城市分别画（今天不要求全部掌握，可尝试）。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54c5c7e2",
   "metadata": {},
   "source": [
    "### 小练习 4\n",
    "1. 改 bins=5 和 bins=12 比较分辨率变化。\n",
    "2. 尝试给直方图加上透明度 alpha=0.7。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ceb7d8c",
   "metadata": {},
   "source": [
    "## 6. 2×2 子图面板 (监测面板)\n",
    "使用 plt.subplots(rows, cols, figsize=(w,h))。返回 fig, axes。\n",
    "示例：面板包含：\n",
    "(1) 广州 PM25 折线\n",
    "(2) 城市 PM25 平均柱状\n",
    "(3) PM25 vs PM10 散点\n",
    "(4) PM25 直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a8b19e5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2, figsize=(10,7))\n",
    "# (1) 折线\n",
    "ax = axes[0,0]\n",
    "tmp = df[df['city']=='广州'].sort_values('date')\n",
    "ax.plot(tmp['date'], tmp['PM25'], marker='o')\n",
    "ax.set_title('广州 PM25 趋势')\n",
    "ax.set_ylabel('PM25')\n",
    "# (2) 柱状\n",
    "ax = axes[0,1]\n",
    "ax.bar(city_mean.index, city_mean.values, color='#4C72B0')\n",
    "ax.set_title('城市 PM25 平均值')\n",
    "ax.tick_params(axis='x', rotation=30)\n",
    "# (3) 散点\n",
    "ax = axes[1,0]\n",
    "ax.scatter(df['PM25'], df['PM10'], alpha=0.7, edgecolor='k', s=40)\n",
    "ax.set_title('PM25 vs PM10')\n",
    "ax.set_xlabel('PM25')\n",
    "ax.set_ylabel('PM10')\n",
    "# (4) 直方\n",
    "ax = axes[1,1]\n",
    "ax.hist(df['PM25'], bins=8, color='#DD8452', edgecolor='white')\n",
    "ax.set_title('PM25 分布')\n",
    "plt.suptitle('空气质量监测面板 (示例)', fontsize=14)\n",
    "plt.tight_layout(rect=[0,0,1,0.97])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "b3dfbbe4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv('../data/air_quality_timeseries.csv', parse_dates=['date'])\n",
    "df.set_index('date', inplace=True)\n",
    "\n",
    "fig, axes = plt.subplots(2, 2, figsize=(10,7))\n",
    "# (1) 折线\n",
    "df[df['city']=='广州']['PM25'].plot(ax=axes[0,0], marker='o', title='广州 PM25 趋势', ylabel='PM25')\n",
    "# (2) 柱状\n",
    "df.groupby('city')['PM25'].mean().sort_values(ascending=False).plot(kind='bar', ax=axes[0,1], title='各城市 PM25 平均值', ylabel='PM25 平均 (μg/m³)')\n",
    "# (3) 散点\n",
    "df.plot.scatter(x='PM25', y='PM10', ax=axes[1,0], alpha=0.7, edgecolor='k', s=40, title='PM25 vs PM10')\n",
    "# (4) 直方图\n",
    "df['PM25'].plot(kind='hist', ax=axes[1,1], bins=10, alpha=0.7, color='#4C72B0', title='PM25 直方图', xlabel='PM25 (μg/m³)', ylabel='频数')  \n",
    "plt.suptitle('空气质量监测面板 (示例)', fontsize=14)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1742e9d9",
   "metadata": {},
   "source": [
    "### 小练习 5\n",
    "1. 把 (1) 图改成北京。\n",
    "2. 给 (3) 散点图添加网格。\n",
    "3. 修改总标题字体大小为 16。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aae5008e",
   "metadata": {},
   "source": [
    "## 7. 可视化基本美化 Checklist\n",
    "| 项 | 检查点 |\n",
    "|----|--------|\n",
    "| 标题 | 概括主要信息 |\n",
    "| 轴标签 | 单位是否注明 |\n",
    "| 刻度 | 是否重叠 / 是否需要旋转 |\n",
    "| 颜色 | 不要过多 (≤6)，对比清晰 |\n",
    "| 图例 | 放置不遮挡数据 |\n",
    "| 网格 | 轻微 (alpha 小) 辅助阅读 |\n",
    "| 数据标注 | 必要时标记关键值 |\n",
    "| 来源 | 数据来源 / 时间范围 |\n",
    "| 解读 | 1~2 句文字说明核心发现 |"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d2788fd",
   "metadata": {},
   "source": [
    "## 8. Mini Case：构建自己的面板\n",
    "任务：制作一个 2×2 面板 (或 1×3, 2×3)，包含：\n",
    "1. 任意城市 PM25 时间趋势\n",
    "2. 城市 PM25 平均值比较 (柱状)\n",
    "3. PM25 vs PM10 散点\n",
    "4. PM25 分布 (直方)\n",
    "并：\n",
    "- 添加总标题 + 数据来源 (可用注释或 fig.text)\n",
    "- 对其中 1 张图添加文字标注 annotate 说明最高值\n",
    "- 写出 2 句解释：一条关于趋势，一条关于比较或关系。\n",
    "\n",
    "(请在下方新建单元格自行完成)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a419416",
   "metadata": {},
   "source": [
    "## 9. 小结\n",
    "- 图表选择匹配信息类型：折线=趋势；柱状/条形=类别比较；散点=关系；直方=分布；面板=多视角集成。\n",
    "- 基础规范：标题/轴标签/单位/图例/适度网格/必要数据标注/来源。\n",
    "- 颜色与布局重在“清晰”与“少即是多”。\n",
    "- 解读文字需说明：现象 + 对比/趋势 + 可能含义（避免过度推断）。\n",
    "\n",
    "实践提示：先草稿（手画信息层次），再编码绘制；养成复用代码片段的习惯（如统一样式函数）。\n",
    "后续衔接：规范可视化输出将直接提升 Day 6 mini 项目表达质量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "232fc7a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化进阶代码示例\n",
    "import pandas as pd, matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn-v0_8')\n",
    "df = pd.read_csv('../data/air_quality_timeseries.csv', parse_dates=['date'])\n",
    "\n",
    "# 1. 自定义字体(若环境支持)——示意：\n",
    "import matplotlib; matplotlib.rcParams['font.family']='SimHei'\n",
    "matplotlib.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "# 2. 标注峰值\n",
    "city_series = df[df['city']=='广州'].sort_values('date')\n",
    "xmax_row = city_series.loc[city_series['PM25'].idxmax()]\n",
    "plt.figure(figsize=(6,4))\n",
    "plt.plot(city_series['date'], city_series['PM25'], marker='o')\n",
    "plt.title('广州 PM2.5 趋势 (标注峰值)')\n",
    "plt.xlabel('日期'); plt.ylabel('PM2.5')\n",
    "plt.annotate('峰值', xy=(xmax_row['date'], xmax_row['PM25']), xytext=(xmax_row['date'], xmax_row['PM25']+5), arrowprops={'arrowstyle':'->'})\n",
    "plt.tight_layout(); plt.show()\n",
    "\n",
    "# 3. 去除顶部/右侧边框\n",
    "import seaborn as sns\n",
    "city_mean = df.groupby('city')['PM25'].mean().sort_values(ascending=False).head(8)\n",
    "plt.figure(figsize=(7,4))\n",
    "ax = sns.barplot(x=city_mean.index, y=city_mean.values, color='#4C72B0')\n",
    "for spine in ['top','right']:\n",
    "    ax.spines[spine].set_visible(False)\n",
    "plt.xticks(rotation=30)\n",
    "plt.title('前 8 城市 PM2.5 平均值 (去除多余边框)')\n",
    "plt.tight_layout(); plt.show()\n",
    "\n",
    "# 4. 双轴示意（谨慎使用）\n",
    "sample = df[df['city']=='北京'].sort_values('date')\n",
    "fig, ax1 = plt.subplots(figsize=(6,4))\n",
    "ax2 = ax1.twinx()\n",
    "ax1.plot(sample['date'], sample['PM25'], color='#C44E52', marker='o', label='PM25')\n",
    "ax2.plot(sample['date'], sample['PM10'], color='#4C72B0', marker='s', label='PM10')\n",
    "ax1.set_ylabel('PM25'); ax2.set_ylabel('PM10')\n",
    "ax1.set_title('北京 PM25 vs PM10 (双轴示意)')\n",
    "fig.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a29e78d",
   "metadata": {},
   "source": [
    "### 可视化进阶与细节控制\n",
    "1. 统一风格：plt.style.use('seaborn-v0_8') 或自定义 rcParams。\n",
    "2. 字体/中文：plt.rcParams['font.family']='SimHei'; 避免负号乱码：rcParams['axes.unicode_minus']=False。\n",
    "3. 色板：手动构建有限调色板，强调主色 + 辅助色。\n",
    "4. 标注 annotate：ax.annotate('峰值', xy=(x,y), xytext=(x,y+5), arrowprops={'arrowstyle':'->'})。\n",
    "5. 次轴：ax2 = ax.twinx() (仅在确需双尺度且清晰标注时使用)。\n",
    "6. 子图共享轴：plt.subplots(..., sharex=True)。\n",
    "7. 图表信息密度：删除不必要边框 (ax.spines['top'].set_visible(False))。\n",
    "8. 保存输出：plt.savefig('figure.png', dpi=150, bbox_inches='tight')。\n",
    "9. 布局拥挤处理：旋转刻度 / 缩写标签 / 适度截断。\n",
    "10. 颜色语义：红=高风险 / 绿=良好，保持一致性。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19f40c5b",
   "metadata": {},
   "source": [
    "## 10. 课后作业提示\n",
    "在 *homework_day5.ipynb*：\n",
    "1. 选 3 种不同图类型展示同一主题的不同角度 (例如：趋势+比较+关系)。\n",
    "2. 每幅图满足：标题 / 轴标签 / 单位 / (必要) 图例。\n",
    "3. 写 150 字图表说明（至少 3 条发现 + 1 条数据局限或下一步建议）。\n",
    "4. 附上数据来源说明。\n",
    "(可选) 5. 尝试用 annotate 标出异常或峰值。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a01a4d28",
   "metadata": {},
   "source": [
    "---\n",
    "📌 提示：明天 (Day 6) 将做合并与 mini 项目，请保留计算逻辑清晰的 Notebook，便于复用。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
